User:Martijho

From Robin

Revision as of 13:11, 6 November 2017 by Martijho (Talk | contribs)
Jump to: navigation, search

Contents

PathNet

  • Super neural network
  • Evolved sub-models from a larger set of parameters
  • Multitask learning
  • No catastrophic forgetting
  • Embedded transfer learning


Who cites PathNet?

Born to Learn

EPANN - Evolved Plastic Artificial Neural Networks Mentions Pathnet as an example of where evolution where used to train a network on multiple tasks. "While these results were only possible through significant computational resources, they demonstrate the potential of combining evolution and deep learning approaches.

Learning time-efficient deep architectures with budgeted super networks

Mentions PathNet as a predecessor in the super neural network family

Reviewing recent deep learning advances in the context of how they have been applied to play different types of video games

Pathnet is proposed alongside PNNS as a way to deal with changing environments. It is mentioned that both PathNet and progressive networks show good results on sequences of tasks and are a good alternative to fine-tuning to accelerate learning.

Personal tools
Front page